Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	6411
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	281.2 B

Variable types

Categorical	8
Boolean	8
Numeric	13

Alerts

`Customer ID` has a high cardinality: 6411 distinct values	High cardinality
`State` has a high cardinality: 51 distinct values	High cardinality
`Phone Number` has a high cardinality: 6402 distinct values	High cardinality
`Account Length (months)` is highly overall correlated with `Local Calls` and 2 other fields	High correlation
`Local Calls` is highly overall correlated with `Account Length (months)` and 2 other fields	High correlation
`Local Mins` is highly overall correlated with `Account Length (months)` and 2 other fields	High correlation
`Intl Calls` is highly overall correlated with `Intl Mins` and 2 other fields	High correlation
`Intl Mins` is highly overall correlated with `Intl Calls` and 2 other fields	High correlation
`Extra International Charges` is highly overall correlated with `Intl Calls` and 2 other fields	High correlation
`Customer Service Calls` is highly overall correlated with `Churn Label`	High correlation
`Avg Monthly GB Download` is highly overall correlated with `Under 30`	High correlation
`Age` is highly overall correlated with `Under 30` and 1 other fields	High correlation
`Number of Customers in Group` is highly overall correlated with `Group`	High correlation
`Monthly Charge` is highly overall correlated with `Total Charges` and 1 other fields	High correlation
`Total Charges` is highly overall correlated with `Account Length (months)` and 3 other fields	High correlation
`Churn Label` is highly overall correlated with `Customer Service Calls` and 2 other fields	High correlation
`Intl Active` is highly overall correlated with `Intl Calls` and 2 other fields	High correlation
`Unlimited Data Plan` is highly overall correlated with `Monthly Charge`	High correlation
`Under 30` is highly overall correlated with `Avg Monthly GB Download` and 1 other fields	High correlation
`Senior` is highly overall correlated with `Age`	High correlation
`Group` is highly overall correlated with `Number of Customers in Group`	High correlation
`Churn Category` is highly overall correlated with `Churn Label` and 1 other fields	High correlation
`Churn Reason` is highly overall correlated with `Churn Label` and 1 other fields	High correlation
`Intl Plan` is highly imbalanced (53.8%)	Imbalance
`Churn Category` is highly imbalanced (61.3%)	Imbalance
`Churn Reason` is highly imbalanced (62.4%)	Imbalance
`Customer ID` is uniformly distributed	Uniform
`Phone Number` is uniformly distributed	Uniform
`Customer ID` has unique values	Unique
`Intl Calls` has 3943 (61.5%) zeros	Zeros
`Intl Mins` has 3943 (61.5%) zeros	Zeros
`Extra International Charges` has 4272 (66.6%) zeros	Zeros
`Customer Service Calls` has 3857 (60.2%) zeros	Zeros
`Avg Monthly GB Download` has 1448 (22.6%) zeros	Zeros
`Extra Data Charges` has 5760 (89.8%) zeros	Zeros
`Number of Customers in Group` has 4946 (77.1%) zeros	Zeros

Reproduction

Analysis started	2024-10-01 12:07:50.754743
Analysis finished	2024-10-01 12:08:56.779617
Duration	1 minute and 6.02 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Customer ID
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	6411
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

4444-BZPU	1
2875-PAMY	1
6103-KXHN	1
0627-LLPX	1
2181-OLAS	1
Other values (6406)	6406

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	57699
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6411 ?
Unique (%)	100.0%

Sample

1st row	4444-BZPU
2nd row	5676-PTZX
3rd row	8532-ZEKQ
4th row	1314-SMPJ
5th row	2956-TXCJ

Common Values

Value	Count	Frequency (%)
4444-BZPU	1	< 0.1%
2875-PAMY	1	< 0.1%
6103-KXHN	1	< 0.1%
0627-LLPX	1	< 0.1%
2181-OLAS	1	< 0.1%
5707-SGWL	1	< 0.1%
6662-PNJU	1	< 0.1%
2786-JMVY	1	< 0.1%
2626-EKLI	1	< 0.1%
5660-KCQO	1	< 0.1%
Other values (6401)	6401	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
4444-bzpu	1	< 0.1%
1260-hoay	1	< 0.1%
1314-smpj	1	< 0.1%
2956-txcj	1	< 0.1%
9152-depy	1	< 0.1%
1958-sdso	1	< 0.1%
8787-qzuc	1	< 0.1%
7768-oqje	1	< 0.1%
7716-rheb	1	< 0.1%
1133-qycq	1	< 0.1%
Other values (6401)	6401	99.8%

Most occurring characters

Value	Count	Frequency (%)
-	6411	11.1%
5	2633	4.6%
7	2605	4.5%
0	2587	4.5%
2	2584	4.5%
3	2581	4.5%
1	2580	4.5%
8	2568	4.5%
4	2543	4.4%
6	2485	4.3%
Other values (27)	28122	48.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25644	44.4%
Uppercase Letter	25644	44.4%
Dash Punctuation	6411	11.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
P	1080	4.2%
Z	1055	4.1%
M	1036	4.0%
D	1023	4.0%
V	1022	4.0%
Y	1020	4.0%
B	1010	3.9%
E	1006	3.9%
C	1003	3.9%
Q	1001	3.9%
Other values (16)	15388	60.0%

Decimal Number

Value	Count	Frequency (%)
5	2633	10.3%
7	2605	10.2%
0	2587	10.1%
2	2584	10.1%
3	2581	10.1%
1	2580	10.1%
8	2568	10.0%
4	2543	9.9%
6	2485	9.7%
9	2478	9.7%

Dash Punctuation

Value	Count	Frequency (%)
-	6411	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32055	55.6%
Latin	25644	44.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
P	1080	4.2%
Z	1055	4.1%
M	1036	4.0%
D	1023	4.0%
V	1022	4.0%
Y	1020	4.0%
B	1010	3.9%
E	1006	3.9%
C	1003	3.9%
Q	1001	3.9%
Other values (16)	15388	60.0%

Common

Value	Count	Frequency (%)
-	6411	20.0%
5	2633	8.2%
7	2605	8.1%
0	2587	8.1%
2	2584	8.1%
3	2581	8.1%
1	2580	8.0%
8	2568	8.0%
4	2543	7.9%
6	2485	7.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57699	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	6411	11.1%
5	2633	4.6%
7	2605	4.5%
0	2587	4.5%
2	2584	4.5%
3	2581	4.5%
1	2580	4.5%
8	2568	4.5%
4	2543	4.4%
6	2485	4.3%
Other values (27)	28122	48.7%

Churn Label
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	4640
True	1771

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4640	72.4%
True	1771	27.6%

Account Length (months)
Real number (ℝ)

Distinct	77
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.768523

Minimum	1
Maximum	77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	8
median	26
Q3	52
95-th percentile	71
Maximum	77
Range	76
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	23.884761
Coefficient of variation (CV)	0.7762726
Kurtosis	-1.2914268
Mean	30.768523
Median Absolute Deviation (MAD)	21
Skewness	0.3226624
Sum	197257
Variance	570.48182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	591	9.2%
2	225	3.5%
3	188	2.9%
4	161	2.5%
5	138	2.2%
71	125	1.9%
7	125	1.9%
9	122	1.9%
11	119	1.9%
8	115	1.8%
Other values (67)	4502	70.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	591	9.2%
2	225	3.5%
3	188	2.9%
4	161	2.5%
5	138	2.2%
6	97	1.5%
7	125	1.9%
8	115	1.8%
9	122	1.9%
10	103	1.6%

Value	Count	Frequency (%)
77	4	0.1%
76	3	< 0.1%
75	14	0.2%
74	26	0.4%
73	73	1.1%
72	98	1.5%
71	125	1.9%
70	111	1.7%
69	77	1.2%
68	77	1.2%

Local Calls
Real number (ℝ)

Distinct	430
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119.78131

Minimum	1
Maximum	436
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	28
median	91
Q3	184.5
95-th percentile	339
Maximum	436
Range	435
Interquartile range (IQR)	156.5

Descriptive statistics

Standard deviation	107.23408
Coefficient of variation (CV)	0.89524878
Kurtosis	-0.074479461
Mean	119.78131
Median Absolute Deviation (MAD)	72
Skewness	0.90528392
Sum	767918
Variance	11499.147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	143	2.2%
4	134	2.1%
5	126	2.0%
2	115	1.8%
3	109	1.7%
7	91	1.4%
8	68	1.1%
9	66	1.0%
10	63	1.0%
12	48	0.7%
Other values (420)	5448	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	20	0.3%
2	115	1.8%
3	109	1.7%
4	134	2.1%
5	126	2.0%
6	143	2.2%
7	91	1.4%
8	68	1.1%
9	66	1.0%
10	63	1.0%

Value	Count	Frequency (%)
436	1	< 0.1%
435	2	< 0.1%
434	2	< 0.1%
433	2	< 0.1%
432	2	< 0.1%
431	1	< 0.1%
430	3	< 0.1%
429	2	< 0.1%
428	2	< 0.1%
427	1	< 0.1%

Local Mins
Real number (ℝ)

Distinct	4005
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	299.60321

Minimum	4
Maximum	1127.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	4
5-th percentile	11
Q1	71.35
median	234.3
Q3	464.3
95-th percentile	846.8
Maximum	1127.6
Range	1123.6
Interquartile range (IQR)	392.95

Descriptive statistics

Standard deviation	266.35391
Coefficient of variation (CV)	0.88902219
Kurtosis	-0.029813057
Mean	299.60321
Median Absolute Deviation (MAD)	182.6
Skewness	0.90410963
Sum	1920756.2
Variance	70944.403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	57	0.9%
15	57	0.9%
7	54	0.8%
11	49	0.8%
4	48	0.7%
13	47	0.7%
12	46	0.7%
10	46	0.7%
16	45	0.7%
5	40	0.6%
Other values (3995)	5922	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	48	0.7%
5	40	0.6%
6	34	0.5%
6.4	2	< 0.1%
6.9	2	< 0.1%
7	54	0.8%
7.4	1	< 0.1%
7.6	1	< 0.1%
7.9	2	< 0.1%
8	36	0.6%

Value	Count	Frequency (%)
1127.6	1	< 0.1%
1125.5	1	< 0.1%
1122.6	1	< 0.1%
1114.2	1	< 0.1%
1113.5	1	< 0.1%
1113.4	1	< 0.1%
1112.1	2	< 0.1%
1109.5	1	< 0.1%
1108.9	1	< 0.1%
1108.1	1	< 0.1%

Intl Calls
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	327
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.53426

Minimum	0
Maximum	1050
Zeros	3943
Zeros (%)	61.5%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	45
95-th percentile	264
Maximum	1050
Range	1050
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	98.917958
Coefficient of variation (CV)	2.0381058
Kurtosis	12.858511
Mean	48.53426
Median Absolute Deviation (MAD)	0
Skewness	2.9810591
Sum	311153.14
Variance	9784.7623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3943	61.5%
4	167	2.6%
8	75	1.2%
12	68	1.1%
16	60	0.9%
36	42	0.7%
20	40	0.6%
28	39	0.6%
32	35	0.5%
24	34	0.5%
Other values (317)	1908	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3943	61.5%
1	4	0.1%
2	11	0.2%
3	22	0.3%
4	167	2.6%
4.08	1	< 0.1%
4.2	1	< 0.1%
5	12	0.2%
5.880735125	2	< 0.1%
6	19	0.3%

Value	Count	Frequency (%)
1050	1	< 0.1%
975	1	< 0.1%
962	1	< 0.1%
910	1	< 0.1%
896	1	< 0.1%
828	1	< 0.1%
825	1	< 0.1%
768	1	< 0.1%
737	1	< 0.1%
728	1	< 0.1%

Intl Mins
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1573
Distinct (%)	24.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	123.98725

Minimum	0
Maximum	1372.5
Zeros	3943
Zeros (%)	61.5%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	131.95
95-th percentile	695.45
Maximum	1372.5
Range	1372.5
Interquartile range (IQR)	131.95

Descriptive statistics

Standard deviation	234.34468
Coefficient of variation (CV)	1.8900708
Kurtosis	3.2509345
Mean	123.98725
Median Absolute Deviation (MAD)	0
Skewness	2.0259026
Sum	794882.26
Variance	54917.427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3943	61.5%
9.7	12	0.2%
12.8	11	0.2%
12.1	9	0.1%
13.3	7	0.1%
14	6	0.1%
10.8	6	0.1%
335.4	6	0.1%
10.7	6	0.1%
594	6	0.1%
Other values (1563)	2399	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3943	61.5%
1	3	< 0.1%
2.4	1	< 0.1%
3	1	< 0.1%
5.1	1	< 0.1%
5.4	1	< 0.1%
5.5	1	< 0.1%
5.7	1	< 0.1%
5.8	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
1372.5	1	< 0.1%
1225	1	< 0.1%
1214.1	1	< 0.1%
1164.4	1	< 0.1%
1144.6	1	< 0.1%
1134.6	1	< 0.1%
1128.6	2	< 0.1%
1079.2	1	< 0.1%
1074	2	< 0.1%
1073.1	1	< 0.1%

Intl Active
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	3943
True	2468

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3943	61.5%
True	2468	38.5%

Intl Plan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	5783
True	628

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5783	90.2%
True	628	9.8%

Extra International Charges
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1232
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.109905

Minimum	0
Maximum	582.2
Zeros	4272
Zeros (%)	66.6%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	15.45
95-th percentile	198
Maximum	582.2
Range	582.2
Interquartile range (IQR)	15.45

Descriptive statistics

Standard deviation	73.31797
Coefficient of variation (CV)	2.2833443
Kurtosis	10.065742
Mean	32.109905
Median Absolute Deviation (MAD)	0
Skewness	2.995244
Sum	205856.6
Variance	5375.5247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4272	66.6%
4.3	13	0.2%
2.6	13	0.2%
3.2	10	0.2%
2.5	10	0.2%
3.7	9	0.1%
4.7	9	0.1%
2.8	9	0.1%
5.3	9	0.1%
6.8	8	0.1%
Other values (1222)	2049	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4272	66.6%
0.2	2	< 0.1%
0.3	1	< 0.1%
0.5	1	< 0.1%
0.8	1	< 0.1%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.4	3	< 0.1%
1.5	1	< 0.1%
1.6	3	< 0.1%

Value	Count	Frequency (%)
582.2	1	< 0.1%
539.6	1	< 0.1%
529.2	1	< 0.1%
525.6	1	< 0.1%
520.8	1	< 0.1%
509.2	1	< 0.1%
506.3	1	< 0.1%
483	1	< 0.1%
475.2	1	< 0.1%
468	2	< 0.1%

Customer Service Calls
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.93245983

Minimum	0
Maximum	5
Zeros	3857
Zeros (%)	60.2%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4242033
Coefficient of variation (CV)	1.5273615
Kurtosis	1.2914562
Mean	0.93245983
Median Absolute Deviation (MAD)	0
Skewness	1.5147125
Sum	5978
Variance	2.0283549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	3857	60.2%
1	859	13.4%
2	827	12.9%
3	292	4.6%
4	291	4.5%
5	285	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3857	60.2%
1	859	13.4%
2	827	12.9%
3	292	4.6%
4	291	4.5%
5	285	4.4%

Value	Count	Frequency (%)
5	285	4.4%
4	291	4.5%
3	292	4.6%
2	827	12.9%
1	859	13.4%
0	3857	60.2%

Avg Monthly GB Download
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6657308

Minimum	0
Maximum	43
Zeros	1448
Zeros (%)	22.6%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	9
95-th percentile	24
Maximum	43
Range	43
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.4499334
Coefficient of variation (CV)	1.1176469
Kurtosis	3.7132669
Mean	6.6657308
Median Absolute Deviation (MAD)	4
Skewness	1.7939798
Sum	42734
Variance	55.501507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	1448	22.6%
5	503	7.8%
3	452	7.1%
4	449	7.0%
6	410	6.4%
2	410	6.4%
1	357	5.6%
7	313	4.9%
8	248	3.9%
9	240	3.7%
Other values (26)	1581	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1448	22.6%
1	357	5.6%
2	410	6.4%
3	452	7.1%
4	449	7.0%
5	503	7.8%
6	410	6.4%
7	313	4.9%
8	248	3.9%
9	240	3.7%

Value	Count	Frequency (%)
43	8	0.1%
41	7	0.1%
38	19	0.3%
37	19	0.3%
36	8	0.1%
35	19	0.3%
30	47	0.7%
29	24	0.4%
28	17	0.3%
27	32	0.5%

Unlimited Data Plan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

True	4291
False	2120

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4291	66.9%
False	2120	33.1%

Extra Data Charges
Real number (ℝ)

Distinct	91
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2728124

Minimum	0
Maximum	99
Zeros	5760
Zeros (%)	89.8%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	27.5
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12.369278
Coefficient of variation (CV)	3.7794034
Kurtosis	20.566712
Mean	3.2728124
Median Absolute Deviation (MAD)	0
Skewness	4.4362222
Sum	20982
Variance	152.99904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5760	89.8%
6	42	0.7%
5	40	0.6%
4	33	0.5%
7	19	0.3%
19	16	0.2%
13	16	0.2%
38	14	0.2%
12	13	0.2%
23	12	0.2%
Other values (81)	446	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5760	89.8%
3	6	0.1%
4	33	0.5%
5	40	0.6%
6	42	0.7%
7	19	0.3%
8	6	0.1%
9	7	0.1%
10	6	0.1%
11	9	0.1%

Value	Count	Frequency (%)
99	3	< 0.1%
96	1	< 0.1%
95	1	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	1	< 0.1%
90	2	< 0.1%
88	3	< 0.1%
87	1	< 0.1%
83	3	< 0.1%

State
Categorical

Distinct	51
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

WV	203
MN	163
NY	159
OH	154
AL	153
Other values (46)	5579

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	12822
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	KS
2nd row	OH
3rd row	OH
4th row	MO
5th row	WV

Common Values

Value	Count	Frequency (%)
WV	203	3.2%
MN	163	2.5%
NY	159	2.5%
OH	154	2.4%
AL	153	2.4%
OR	151	2.4%
VA	150	2.3%
WI	149	2.3%
CT	146	2.3%
ID	144	2.2%
Other values (41)	4839	75.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
wv	203	3.2%
mn	163	2.5%
ny	159	2.5%
oh	154	2.4%
al	153	2.4%
or	151	2.4%
va	150	2.3%
wi	149	2.3%
ct	146	2.3%
id	144	2.2%
Other values (41)	4839	75.5%

Most occurring characters

Value	Count	Frequency (%)
N	1405	11.0%
A	1325	10.3%
M	1183	9.2%
I	1003	7.8%
T	801	6.2%
D	732	5.7%
C	682	5.3%
O	660	5.1%
V	619	4.8%
W	617	4.8%
Other values (14)	3795	29.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12822	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	1405	11.0%
A	1325	10.3%
M	1183	9.2%
I	1003	7.8%
T	801	6.2%
D	732	5.7%
C	682	5.3%
O	660	5.1%
V	619	4.8%
W	617	4.8%
Other values (14)	3795	29.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12822	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	1405	11.0%
A	1325	10.3%
M	1183	9.2%
I	1003	7.8%
T	801	6.2%
D	732	5.7%
C	682	5.3%
O	660	5.1%
V	619	4.8%
W	617	4.8%
Other values (14)	3795	29.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12822	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	1405	11.0%
A	1325	10.3%
M	1183	9.2%
I	1003	7.8%
T	801	6.2%
D	732	5.7%
C	682	5.3%
O	660	5.1%
V	619	4.8%
W	617	4.8%
Other values (14)	3795	29.6%

Phone Number
Categorical

HIGH CARDINALITY UNIFORM

Distinct	6402
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

333-7803	2
313-7716	2
359-9794	2
365-9011	2
312-3187	2
Other values (6397)	6401

Length

Max length	9
Median length	8
Mean length	8.0274528
Min length	7

Characters and Unicode

Total characters	51464
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6393 ?
Unique (%)	99.7%

Sample

1st row	382-4657
2nd row	371-7191
3rd row	375-9999
4th row	329-9001
5th row	330-8173

Common Values

Value	Count	Frequency (%)
333-7803	2	< 0.1%
313-7716	2	< 0.1%
359-9794	2	< 0.1%
365-9011	2	< 0.1%
312-3187	2	< 0.1%
329-6144	2	< 0.1%
334-9818	2	< 0.1%
390-3401	2	< 0.1%
277-4048	2	< 0.1%
319-7505	1	< 0.1%
Other values (6392)	6392	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
333-7803	2	< 0.1%
359-9794	2	< 0.1%
365-9011	2	< 0.1%
312-3187	2	< 0.1%
329-6144	2	< 0.1%
334-9818	2	< 0.1%
390-3401	2	< 0.1%
277-4048	2	< 0.1%
313-7716	2	< 0.1%
351-7269	1	< 0.1%
Other values (6392)	6392	99.7%

Most occurring characters

Value	Count	Frequency (%)
3	8692	16.9%
-	6411	12.5%
4	4741	9.2%
2	4614	9.0%
9	4012	7.8%
5	4007	7.8%
1	3916	7.6%
8	3909	7.6%
6	3863	7.5%
7	3859	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45053	87.5%
Dash Punctuation	6411	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	8692	19.3%
4	4741	10.5%
2	4614	10.2%
9	4012	8.9%
5	4007	8.9%
1	3916	8.7%
8	3909	8.7%
6	3863	8.6%
7	3859	8.6%
0	3440	7.6%

Dash Punctuation

Value	Count	Frequency (%)
-	6411	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	51464	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	8692	16.9%
-	6411	12.5%
4	4741	9.2%
2	4614	9.0%
9	4012	7.8%
5	4007	7.8%
1	3916	7.6%
8	3909	7.6%
6	3863	7.5%
7	3859	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51464	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	8692	16.9%
-	6411	12.5%
4	4741	9.2%
2	4614	9.0%
9	4012	7.8%
5	4007	7.8%
1	3916	7.6%
8	3909	7.6%
6	3863	7.5%
7	3859	7.5%

Gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

Male	3236
Female	3168
Prefer not to say	7

Length

Max length	17
Median length	4
Mean length	5.0024957
Min length	4

Characters and Unicode

Total characters	32071
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	3236	50.5%
Female	3168	49.4%
Prefer not to say	7	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	3236	50.3%
female	3168	49.3%
prefer	7	0.1%
not	7	0.1%
to	7	0.1%
say	7	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	9586	29.9%
a	6411	20.0%
l	6404	20.0%
M	3236	10.1%
F	3168	9.9%
m	3168	9.9%
	21	0.1%
r	14	< 0.1%
o	14	< 0.1%
t	14	< 0.1%
Other values (5)	35	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	25639	79.9%
Uppercase Letter	6411	20.0%
Space Separator	21	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	9586	37.4%
a	6411	25.0%
l	6404	25.0%
m	3168	12.4%
r	14	0.1%
o	14	0.1%
t	14	0.1%
f	7	< 0.1%
n	7	< 0.1%
s	7	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
M	3236	50.5%
F	3168	49.4%
P	7	0.1%

Space Separator

Value	Count	Frequency (%)
	21	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32050	99.9%
Common	21	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	9586	29.9%
a	6411	20.0%
l	6404	20.0%
M	3236	10.1%
F	3168	9.9%
m	3168	9.9%
r	14	< 0.1%
o	14	< 0.1%
t	14	< 0.1%
P	7	< 0.1%
Other values (4)	28	0.1%

Common

Value	Count	Frequency (%)
	21	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32071	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	9586	29.9%
a	6411	20.0%
l	6404	20.0%
M	3236	10.1%
F	3168	9.9%
m	3168	9.9%
	21	0.1%
r	14	< 0.1%
o	14	< 0.1%
t	14	< 0.1%
Other values (5)	35	0.1%

Age
Real number (ℝ)

Distinct	67
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.448136

Minimum	19
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	19
5-th percentile	22
Q1	33
median	47
Q3	60
95-th percentile	77
Maximum	85
Range	66
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	16.9597
Coefficient of variation (CV)	0.3574366
Kurtosis	-0.92755423
Mean	47.448136
Median Absolute Deviation (MAD)	14
Skewness	0.21188001
Sum	304190
Variance	287.63144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	182	2.8%
48	175	2.7%
21	140	2.2%
47	136	2.1%
45	132	2.1%
41	132	2.1%
25	131	2.0%
43	130	2.0%
38	129	2.0%
67	129	2.0%
Other values (57)	4995	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	48	0.7%
20	62	1.0%
21	140	2.2%
22	115	1.8%
23	117	1.8%
24	108	1.7%
25	131	2.0%
26	107	1.7%
27	116	1.8%
28	104	1.6%

Value	Count	Frequency (%)
85	24	0.4%
84	38	0.6%
83	28	0.4%
82	37	0.6%
81	35	0.5%
80	31	0.5%
79	37	0.6%
78	45	0.7%
77	65	1.0%
76	59	0.9%

Under 30
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	5181
True	1230

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5181	80.8%
True	1230	19.2%

Senior
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	5209
True	1202

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5209	81.3%
True	1202	18.7%

Group
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	4946
True	1465

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4946	77.1%
True	1465	22.9%

Number of Customers in Group
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84245827

Minimum	0
Maximum	6
Zeros	4946
Zeros (%)	77.1%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.704856
Coefficient of variation (CV)	2.0236682
Kurtosis	2.2559684
Mean	0.84245827
Median Absolute Deviation (MAD)	0
Skewness	1.8896599
Sum	5401
Variance	2.906534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4946	77.1%
2	474	7.4%
3	257	4.0%
6	257	4.0%
4	245	3.8%
5	232	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4946	77.1%
2	474	7.4%
3	257	4.0%
4	245	3.8%
5	232	3.6%
6	257	4.0%

Value	Count	Frequency (%)
6	257	4.0%
5	232	3.6%
4	245	3.8%
3	257	4.0%
2	474	7.4%
0	4946	77.1%

Device Protection & Online Backup
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	56.3 KiB

False	4314
True	2097

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4314	67.3%
True	2097	32.7%

Contract Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

Month-to-Month	3391
Two Year	1606
One Year	1414

Length

Max length	14
Median length	14
Mean length	11.173608
Min length	8

Characters and Unicode

Total characters	71634
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Month-to-Month
2nd row	One Year
3rd row	One Year
4th row	Month-to-Month
5th row	One Year

Common Values

Value	Count	Frequency (%)
Month-to-Month	3391	52.9%
Two Year	1606	25.1%
One Year	1414	22.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
month-to-month	3391	36.0%
year	3020	32.0%
two	1606	17.0%
one	1414	15.0%

Most occurring characters

Value	Count	Frequency (%)
o	11779	16.4%
t	10173	14.2%
n	8196	11.4%
M	6782	9.5%
h	6782	9.5%
-	6782	9.5%
e	4434	6.2%
	3020	4.2%
Y	3020	4.2%
a	3020	4.2%
Other values (4)	7646	10.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	49010	68.4%
Uppercase Letter	12822	17.9%
Dash Punctuation	6782	9.5%
Space Separator	3020	4.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	11779	24.0%
t	10173	20.8%
n	8196	16.7%
h	6782	13.8%
e	4434	9.0%
a	3020	6.2%
r	3020	6.2%
w	1606	3.3%

Uppercase Letter

Value	Count	Frequency (%)
M	6782	52.9%
Y	3020	23.6%
T	1606	12.5%
O	1414	11.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6782	100.0%

Space Separator

Value	Count	Frequency (%)
	3020	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	61832	86.3%
Common	9802	13.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	11779	19.1%
t	10173	16.5%
n	8196	13.3%
M	6782	11.0%
h	6782	11.0%
e	4434	7.2%
Y	3020	4.9%
a	3020	4.9%
r	3020	4.9%
T	1606	2.6%
Other values (2)	3020	4.9%

Common

Value	Count	Frequency (%)
-	6782	69.2%
	3020	30.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	71634	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	11779	16.4%
t	10173	14.2%
n	8196	11.4%
M	6782	9.5%
h	6782	9.5%
-	6782	9.5%
e	4434	6.2%
	3020	4.2%
Y	3020	4.2%
a	3020	4.2%
Other values (4)	7646	10.7%

Payment Method
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

Direct Debit	3554
Credit Card	2491
Paper Check	366

Length

Max length	12
Median length	12
Mean length	11.55436
Min length	11

Characters and Unicode

Total characters	74075
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Direct Debit
2nd row	Paper Check
3rd row	Direct Debit
4th row	Paper Check
5th row	Direct Debit

Common Values

Value	Count	Frequency (%)
Direct Debit	3554	55.4%
Credit Card	2491	38.9%
Paper Check	366	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
direct	3554	27.7%
debit	3554	27.7%
credit	2491	19.4%
card	2491	19.4%
paper	366	2.9%
check	366	2.9%

Most occurring characters

Value	Count	Frequency (%)
e	10331	13.9%
i	9599	13.0%
t	9599	13.0%
r	8902	12.0%
D	7108	9.6%
	6411	8.7%
C	5348	7.2%
d	4982	6.7%
c	3920	5.3%
b	3554	4.8%
Other values (5)	4321	5.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	54842	74.0%
Uppercase Letter	12822	17.3%
Space Separator	6411	8.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10331	18.8%
i	9599	17.5%
t	9599	17.5%
r	8902	16.2%
d	4982	9.1%
c	3920	7.1%
b	3554	6.5%
a	2857	5.2%
p	366	0.7%
h	366	0.7%

Uppercase Letter

Value	Count	Frequency (%)
D	7108	55.4%
C	5348	41.7%
P	366	2.9%

Space Separator

Value	Count	Frequency (%)
	6411	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67664	91.3%
Common	6411	8.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10331	15.3%
i	9599	14.2%
t	9599	14.2%
r	8902	13.2%
D	7108	10.5%
C	5348	7.9%
d	4982	7.4%
c	3920	5.8%
b	3554	5.3%
a	2857	4.2%
Other values (4)	1464	2.2%

Common

Value	Count	Frequency (%)
	6411	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74075	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	10331	13.9%
i	9599	13.0%
t	9599	13.0%
r	8902	12.0%
D	7108	9.6%
	6411	8.7%
C	5348	7.2%
d	4982	6.7%
c	3920	5.3%
b	3554	4.8%
Other values (5)	4321	5.8%

Monthly Charge
Real number (ℝ)

Distinct	69
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.299173

Minimum	5
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	5
5-th percentile	8
Q1	16
median	31
Q3	42
95-th percentile	56
Maximum	75
Range	70
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	15.701109
Coefficient of variation (CV)	0.51820257
Kurtosis	-0.96245704
Mean	30.299173
Median Absolute Deviation (MAD)	13
Skewness	0.15727501
Sum	194248
Variance	246.52483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	246	3.8%
9	228	3.6%
8	222	3.5%
7	188	2.9%
12	172	2.7%
11	164	2.6%
35	162	2.5%
13	159	2.5%
34	154	2.4%
39	152	2.4%
Other values (59)	4564	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	12	0.2%
6	71	1.1%
7	188	2.9%
8	222	3.5%
9	228	3.6%
10	246	3.8%
11	164	2.6%
12	172	2.7%
13	159	2.5%
14	58	0.9%

Value	Count	Frequency (%)
75	1	< 0.1%
73	1	< 0.1%
72	3	< 0.1%
70	4	0.1%
69	5	0.1%
68	3	< 0.1%
67	7	0.1%
66	7	0.1%
65	17	0.3%
64	18	0.3%

Total Charges
Real number (ℝ)

Distinct	2472
Distinct (%)	38.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	987.78864

Minimum	6
Maximum	4025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.2 KiB

Quantile statistics

Minimum	6
5-th percentile	22
Q1	169
median	595
Q3	1587
95-th percentile	3128.5
Maximum	4025
Range	4019
Interquartile range (IQR)	1418

Descriptive statistics

Standard deviation	1008.3826
Coefficient of variation (CV)	1.0208486
Kurtosis	0.13593241
Mean	987.78864
Median Absolute Deviation (MAD)	519
Skewness	1.0805561
Sum	6332713
Variance	1016835.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	34	0.5%
26	32	0.5%
13	32	0.5%
12	29	0.5%
27	27	0.4%
16	24	0.4%
7	23	0.4%
37	23	0.4%
25	22	0.3%
9	22	0.3%
Other values (2462)	6143	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	9	0.1%
7	23	0.4%
8	21	0.3%
9	22	0.3%
10	34	0.5%
11	19	0.3%
12	29	0.5%
13	32	0.5%
14	11	0.2%
15	9	0.1%

Value	Count	Frequency (%)
4025	1	< 0.1%
4008	1	< 0.1%
4006	1	< 0.1%
3989	2	< 0.1%
3987	1	< 0.1%
3981	1	< 0.1%
3979	1	< 0.1%
3974	1	< 0.1%
3971	1	< 0.1%
3969	1	< 0.1%

Churn Category
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

Competitor	5461
Dissatisfaction	283
Attitude	278
Price	199
Other	190

Length

Max length	15
Median length	10
Mean length	9.8306036
Min length	5

Characters and Unicode

Total characters	63024
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor
2nd row	Competitor
3rd row	Competitor
4th row	Competitor
5th row	Competitor

Common Values

Value	Count	Frequency (%)
Competitor	5461	85.2%
Dissatisfaction	283	4.4%
Attitude	278	4.3%
Price	199	3.1%
Other	190	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
competitor	5461	85.2%
dissatisfaction	283	4.4%
attitude	278	4.3%
price	199	3.1%
other	190	3.0%

Most occurring characters

Value	Count	Frequency (%)
t	12512	19.9%
o	11205	17.8%
i	6787	10.8%
e	6128	9.7%
r	5850	9.3%
C	5461	8.7%
m	5461	8.7%
p	5461	8.7%
s	849	1.3%
a	566	0.9%
Other values (10)	2744	4.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	56613	89.8%
Uppercase Letter	6411	10.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	12512	22.1%
o	11205	19.8%
i	6787	12.0%
e	6128	10.8%
r	5850	10.3%
m	5461	9.6%
p	5461	9.6%
s	849	1.5%
a	566	1.0%
c	482	0.9%
Other values (5)	1312	2.3%

Uppercase Letter

Value	Count	Frequency (%)
C	5461	85.2%
D	283	4.4%
A	278	4.3%
P	199	3.1%
O	190	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	63024	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	12512	19.9%
o	11205	17.8%
i	6787	10.8%
e	6128	9.7%
r	5850	9.3%
C	5461	8.7%
m	5461	8.7%
p	5461	8.7%
s	849	1.3%
a	566	0.9%
Other values (10)	2744	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	63024	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	12512	19.9%
o	11205	17.8%
i	6787	10.8%
e	6128	9.7%
r	5850	9.3%
C	5461	8.7%
m	5461	8.7%
p	5461	8.7%
s	849	1.3%
a	566	0.9%
Other values (10)	2744	4.4%

Churn Reason
Categorical

HIGH CORRELATION IMBALANCE

Distinct	20
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	100.2 KiB

Competitor made better offer	4965
Competitor had better devices	293
Attitude of support person	198
Don't know	122
Competitor offered more data	110
Other values (15)	723

Length

Max length	41
Median length	28
Mean length	27.243488
Min length	5

Characters and Unicode

Total characters	174658
Distinct characters	37
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor made better offer
2nd row	Competitor made better offer
3rd row	Competitor made better offer
4th row	Competitor made better offer
5th row	Competitor made better offer

Common Values

Value	Count	Frequency (%)
Competitor made better offer	4965	77.4%
Competitor had better devices	293	4.6%
Attitude of support person	198	3.1%
Don't know	122	1.9%
Competitor offered more data	110	1.7%
Competitor offered higher download speeds	93	1.5%
Attitude of service provider	80	1.2%
Price too high	74	1.2%
Product dissatisfaction	71	1.1%
Network reliability	68	1.1%
Other values (10)	337	5.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
competitor	5461	22.0%
better	5258	21.1%
made	4965	20.0%
offer	4965	20.0%
of	408	1.6%
had	293	1.2%
devices	293	1.2%
attitude	278	1.1%
support	239	1.0%
offered	203	0.8%
Other values (37)	2506	10.1%

Most occurring characters

Value	Count	Frequency (%)
e	29072	16.6%
t	23521	13.5%
	18458	10.6%
o	18339	10.5%
r	17447	10.0%
f	10957	6.3%
m	10571	6.1%
i	7379	4.2%
d	7025	4.0%
p	6418	3.7%
Other values (27)	25471	14.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	149587	85.6%
Space Separator	18458	10.6%
Uppercase Letter	6437	3.7%
Other Punctuation	150	0.1%
Dash Punctuation	26	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	29072	19.4%
t	23521	15.7%
o	18339	12.3%
r	17447	11.7%
f	10957	7.3%
m	10571	7.1%
i	7379	4.9%
d	7025	4.7%
p	6418	4.3%
a	6374	4.3%
Other values (13)	12484	8.3%

Uppercase Letter

Value	Count	Frequency (%)
C	5461	84.8%
A	278	4.3%
P	186	2.9%
L	150	2.3%
D	128	2.0%
N	68	1.1%
S	60	0.9%
M	44	0.7%
E	36	0.6%
W	26	0.4%

Other Punctuation

Value	Count	Frequency (%)
'	122	81.3%
/	28	18.7%

Space Separator

Value	Count	Frequency (%)
	18458	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	156024	89.3%
Common	18634	10.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	29072	18.6%
t	23521	15.1%
o	18339	11.8%
r	17447	11.2%
f	10957	7.0%
m	10571	6.8%
i	7379	4.7%
d	7025	4.5%
p	6418	4.1%
a	6374	4.1%
Other values (23)	18921	12.1%

Common

Value	Count	Frequency (%)
	18458	99.1%
'	122	0.7%
/	28	0.2%
-	26	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	174658	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	29072	16.6%
t	23521	13.5%
	18458	10.6%
o	18339	10.5%
r	17447	10.0%
f	10957	6.3%
m	10571	6.1%
i	7379	4.2%
d	7025	4.0%
p	6418	3.7%
Other values (27)	25471	14.6%

Auto

Heatmap
Table

	Account Length (months)	Local Calls	Local Mins	Intl Calls	Intl Mins	Extra International Charges	Customer Service Calls	Avg Monthly GB Download	Extra Data Charges	Age	Number of Customers in Group	Monthly Charge	Total Charges	Churn Label	Intl Active	Intl Plan	Unlimited Data Plan	State	Gender	Under 30	Senior	Group	Device Protection & Online Backup	Contract Type	Payment Method	Churn Category	Churn Reason
Account Length (months)	1.000	0.895	0.909	0.105	0.108	0.014	-0.211	0.051	0.011	0.013	0.149	0.151	0.872	0.357	0.057	0.000	0.013	0.026	0.000	0.000	0.019	0.150	0.339	0.493	0.096	0.120	0.101
Local Calls	0.895	1.000	0.985	0.096	0.098	0.015	-0.196	0.048	0.009	0.015	0.131	0.145	0.803	0.320	0.027	0.000	0.026	0.031	0.021	0.021	0.011	0.123	0.296	0.392	0.076	0.107	0.085
Local Mins	0.909	0.985	1.000	0.097	0.099	0.014	-0.199	0.048	0.006	0.014	0.135	0.148	0.814	0.322	0.044	0.000	0.018	0.026	0.000	0.000	0.032	0.129	0.303	0.403	0.083	0.105	0.085
Intl Calls	0.105	0.096	0.097	1.000	0.993	0.800	0.063	0.029	0.019	0.014	0.011	0.040	0.099	0.099	0.591	0.199	0.038	0.005	0.000	0.011	0.022	0.057	0.110	0.193	0.034	0.020	0.000
Intl Mins	0.108	0.098	0.099	0.993	1.000	0.802	0.063	0.029	0.017	0.015	0.011	0.040	0.101	0.102	0.723	0.220	0.000	0.009	0.000	0.000	0.032	0.065	0.127	0.207	0.028	0.039	0.000
Extra International Charges	0.014	0.015	0.014	0.800	0.802	1.000	0.160	0.049	0.026	0.017	-0.024	0.070	0.038	0.074	0.554	0.147	0.022	0.002	0.000	0.000	0.000	0.035	0.093	0.136	0.027	0.025	0.000
Customer Service Calls	-0.211	-0.196	-0.199	0.063	0.063	0.160	1.000	0.047	0.035	0.070	-0.161	0.140	-0.122	0.654	0.111	0.000	0.098	0.000	0.016	0.024	0.095	0.172	0.039	0.205	0.101	0.227	0.265
Avg Monthly GB Download	0.051	0.048	0.048	0.029	0.029	0.049	0.047	1.000	0.135	-0.209	0.006	0.486	0.294	0.109	0.019	0.031	0.421	0.000	0.030	0.507	0.164	0.127	0.224	0.078	0.093	0.040	0.039
Extra Data Charges	0.011	0.009	0.006	0.019	0.017	0.026	0.035	0.135	1.000	0.031	-0.037	0.126	0.076	0.000	0.000	0.000	0.411	0.000	0.000	0.032	0.038	0.020	0.076	0.009	0.021	0.000	0.007
Age	0.013	0.015	0.014	0.014	0.015	0.017	0.070	-0.209	0.031	1.000	-0.114	0.146	0.077	0.131	0.033	0.000	0.120	0.000	0.000	0.900	0.961	0.145	0.051	0.027	0.107	0.048	0.037
Number of Customers in Group	0.149	0.131	0.135	0.011	0.011	-0.024	-0.161	0.006	-0.037	-0.114	1.000	-0.280	-0.010	0.253	0.016	0.022	0.127	0.000	0.000	0.034	0.135	1.000	0.006	0.128	0.072	0.075	0.086
Monthly Charge	0.151	0.145	0.148	0.040	0.040	0.070	0.140	0.486	0.126	0.146	-0.280	1.000	0.569	0.247	0.031	0.000	0.689	0.025	0.000	0.040	0.188	0.276	0.412	0.118	0.218	0.076	0.079
Total Charges	0.872	0.803	0.814	0.099	0.101	0.038	-0.122	0.294	0.076	0.077	-0.010	0.569	1.000	0.177	0.016	0.026	0.315	0.014	0.000	0.000	0.091	0.064	0.485	0.303	0.117	0.064	0.045
Churn Label	0.357	0.320	0.322	0.099	0.102	0.074	0.654	0.109	0.000	0.131	0.253	0.247	0.177	1.000	0.136	0.006	0.174	0.081	0.000	0.040	0.129	0.253	0.050	0.448	0.228	0.675	0.872
Intl Active	0.057	0.027	0.044	0.591	0.723	0.554	0.111	0.019	0.000	0.033	0.016	0.031	0.016	0.136	1.000	0.227	0.000	0.033	0.000	0.000	0.024	0.012	0.005	0.056	0.026	0.155	0.173
Intl Plan	0.000	0.000	0.000	0.199	0.220	0.147	0.000	0.031	0.000	0.000	0.022	0.000	0.026	0.006	0.227	1.000	0.000	0.105	0.000	0.020	0.000	0.001	0.018	0.000	0.027	0.000	0.000
Unlimited Data Plan	0.013	0.026	0.018	0.038	0.000	0.022	0.098	0.421	0.411	0.120	0.127	0.689	0.315	0.174	0.000	0.000	1.000	0.026	0.000	0.029	0.111	0.127	0.292	0.149	0.208	0.109	0.172
State	0.026	0.031	0.026	0.005	0.009	0.002	0.000	0.000	0.000	0.000	0.000	0.025	0.014	0.081	0.033	0.105	0.026	1.000	0.000	0.000	0.020	0.000	0.021	0.000	0.000	0.023	0.004
Gender	0.000	0.021	0.000	0.000	0.000	0.000	0.016	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.000
Under 30	0.000	0.021	0.000	0.011	0.000	0.000	0.024	0.507	0.032	0.900	0.034	0.040	0.000	0.040	0.000	0.020	0.029	0.000	0.000	1.000	0.233	0.032	0.000	0.000	0.040	0.032	0.028
Senior	0.019	0.011	0.032	0.022	0.032	0.000	0.095	0.164	0.038	0.961	0.135	0.188	0.091	0.129	0.024	0.000	0.111	0.020	0.000	0.233	1.000	0.136	0.035	0.042	0.136	0.092	0.117
Group	0.150	0.123	0.129	0.057	0.065	0.035	0.172	0.127	0.020	0.145	1.000	0.276	0.064	0.253	0.012	0.001	0.127	0.000	0.000	0.032	0.136	1.000	0.014	0.182	0.104	0.156	0.214
Device Protection & Online Backup	0.339	0.296	0.303	0.110	0.127	0.093	0.039	0.224	0.076	0.051	0.006	0.412	0.485	0.050	0.005	0.018	0.292	0.021	0.015	0.000	0.035	0.014	1.000	0.209	0.077	0.060	0.056
Contract Type	0.493	0.392	0.403	0.193	0.207	0.136	0.205	0.078	0.009	0.027	0.128	0.118	0.303	0.448	0.056	0.000	0.149	0.000	0.000	0.000	0.042	0.182	0.209	1.000	0.119	0.217	0.278
Payment Method	0.096	0.076	0.083	0.034	0.028	0.027	0.101	0.093	0.021	0.107	0.072	0.218	0.117	0.228	0.026	0.027	0.208	0.000	0.000	0.040	0.136	0.104	0.077	0.119	1.000	0.096	0.141
Churn Category	0.120	0.107	0.105	0.020	0.039	0.025	0.227	0.040	0.000	0.048	0.075	0.076	0.064	0.675	0.155	0.000	0.109	0.023	0.000	0.032	0.092	0.156	0.060	0.217	0.096	1.000	0.991
Churn Reason	0.101	0.085	0.085	0.000	0.000	0.000	0.265	0.039	0.007	0.037	0.086	0.079	0.045	0.872	0.173	0.000	0.172	0.004	0.000	0.028	0.117	0.214	0.056	0.278	0.141	0.991	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Customer ID	Churn Label	Account Length (months)	Local Calls	Local Mins	Intl Calls	Intl Mins	Intl Active	Intl Plan	Avg Monthly GB Download	Unlimited Data Plan	State	Phone Number	Gender	Age	Under 30	Senior	Group	Device Protection & Online Backup	Contract Type	Payment Method	Monthly Charge	Total Charges	Churn Category	Churn Reason
0	4444-BZPU	No	1	3	8.0	0.0	0.0	No	no	3	Yes	KS	382-4657	Female	35	No	No	No	No	Month-to-Month	Direct Debit	10	10	Competitor	Competitor made better offer
1	5676-PTZX	No	33	179	431.3	0.0	0.0	No	no	3	Yes	OH	371-7191	Male	49	No	No	No	Yes	One Year	Paper Check	21	703	Competitor	Competitor made better offer
2	8532-ZEKQ	No	44	82	217.6	0.0	0.0	No	yes	3	Yes	OH	375-9999	Male	51	No	No	No	Yes	One Year	Direct Debit	23	1014	Competitor	Competitor made better offer
3	1314-SMPJ	No	10	47	111.6	60.0	71.0	Yes	yes	2	Yes	MO	329-9001	Female	41	No	No	No	No	Month-to-Month	Paper Check	17	177	Competitor	Competitor made better offer
4	2956-TXCJ	No	62	184	621.2	310.0	694.4	Yes	yes	3	Yes	WV	330-8173	Male	51	No	No	No	No	One Year	Direct Debit	28	1720	Competitor	Competitor made better offer
5	9152-DEPY	No	17	68	120.7	0.0	0.0	No	no	0	No	RI	344-9403	Male	23	Yes	No	No	No	Two Year	Credit Card	9	156	Competitor	Competitor made better offer
6	1958-SDSO	No	57	428	849.2	0.0	0.0	No	no	5	Yes	IA	363-1107	Male	38	No	No	No	Yes	One Year	Credit Card	47	2671	Competitor	Competitor made better offer
7	8787-QZUC	No	25	54	203.7	0.0	0.0	No	no	12	Yes	IA	366-9238	Male	29	Yes	No	No	Yes	Month-to-Month	Direct Debit	47	1197	Competitor	Competitor made better offer
8	7768-OQJE	No	70	171	627.4	0.0	0.0	No	no	1	Yes	NY	351-7269	Female	47	No	No	No	Yes	Two Year	Credit Card	52	3593	Competitor	Competitor made better offer
9	7716-RHEB	No	50	206	445.8	0.0	0.0	No	no	0	No	ID	350-8884	Female	61	No	No	No	No	One Year	Paper Check	11	539	Competitor	Competitor made better offer

	Customer ID	Churn Label	Account Length (months)	Local Calls	Local Mins	Intl Active	Intl Plan	Customer Service Calls	Avg Monthly GB Download	Unlimited Data Plan	Extra Data Charges	State	Phone Number	Gender	Age	Under 30	Senior	Group	Number of Customers in Group	Device Protection & Online Backup	Contract Type	Payment Method	Monthly Charge	Total Charges	Churn Category	Churn Reason
6677	2424-WMEU	Yes	36	57	144.2	No	no	0	6	Yes	0	KY	336-3020	Male	56	No	No	Yes	2	Yes	Month-to-Month	Direct Debit	16	570	Competitor	Competitor offered more data
6678	7223-IAZO	Yes	11	67	161.8	No	yes	2	8	No	0	TX	276-9423	Female	32	No	No	Yes	6	No	Month-to-Month	Direct Debit	22	241	Price	Extra data charges
6679	2044-UCGH	Yes	22	89	285.7	No	no	4	6	Yes	0	AK	316-9298	Male	85	No	Yes	Yes	2	No	Month-to-Month	Paper Check	17	377	Other	Moved
6680	3059-FTFJ	Yes	1	7	13.0	No	no	1	6	Yes	0	MO	286-7714	Male	33	No	No	Yes	2	No	Month-to-Month	Paper Check	13	13	Price	Extra data charges
6681	8708-NXSF	Yes	1	4	12.0	No	no	1	6	Yes	0	WV	337-5104	Male	76	No	Yes	Yes	5	No	Month-to-Month	Credit Card	14	14	Dissatisfaction	Service dissatisfaction
6682	2940-QHVU	Yes	3	6	16.8	No	no	0	4	Yes	0	SC	362-9895	Female	42	No	No	Yes	2	No	Month-to-Month	Paper Check	19	52	Competitor	Competitor offered higher download speeds
6683	3033-TMYG	Yes	1	7	15.0	No	no	5	17	Yes	0	KY	378-9926	Male	24	Yes	No	Yes	3	Yes	Month-to-Month	Direct Debit	20	20	Competitor	Competitor offered higher download speeds
6684	7029-XDVM	Yes	6	20	46.9	No	no	4	10	Yes	0	NE	328-3647	Male	48	No	No	Yes	6	Yes	Month-to-Month	Paper Check	18	108	Competitor	Competitor made better offer
6685	6614-NAJG	Yes	3	6	15.4	No	no	2	5	Yes	0	MN	346-8275	Female	45	No	No	Yes	5	No	Month-to-Month	Credit Card	15	46	Attitude	Attitude of support person
6686	5104-AGDX	Yes	1	7	15.0	No	no	1	10	No	4	IN	257-5893	Male	22	Yes	No	Yes	6	No	Month-to-Month	Direct Debit	9	9	Competitor	Competitor made better offer

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories